{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Two parallel noncomunicating zones in a reservoir\n",
    "I'm injecting the seawater into a reservoir via a long horizontal well. The injectivity is better in some areas. I assign a larger injection rate to the 1D model for that zone, and a lower injection rate to the rest of the well, which is modelled again with a 1D model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: replacing module FractionalFlow.\n"
     ]
    }
   ],
   "source": [
    "include(\"../FractionalFlow/FractionalFlow.jl\")\n",
    "using PyPlot, Dierckx, SetPyPlot, Roots\n",
    "import CoolProp\n",
    "FF = FractionalFlow\n",
    "setrcparam()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "w_comp (generic function with 1 method)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function w_comp(p_in, p_out)\n",
    "    eta_comp=0.7\n",
    "    eta_driver=0.9\n",
    "    eta_pp=0.4\n",
    "    comp_ratio = 3.5     \n",
    "    w_min=0.0\n",
    "\n",
    "    T_comp=40.0+273.15 # K gas enters the compressor\n",
    "    n_stage = Int(round(log(p_out/p_in)/log(comp_ratio)))\n",
    "    p_comp=zeros(n_stage+1)\n",
    "    p_comp[1]=p_in\n",
    "    p_comp[end]=p_out\n",
    "    for i in 2:n_stage\n",
    "        p_comp[i]=p_comp[i-1]*comp_ratio\n",
    "    end\n",
    "    for i in 1:n_stage\n",
    "        S_in=CoolProp.PropsSI(\"SMOLAR\", \"T\", T_comp, \"P\", p_comp[i], \"CO2\") # molar entropy J/(mol.K)\n",
    "        H_in=CoolProp.PropsSI(\"HMOLAR\", \"T\", T_comp, \"P\", p_comp[i], \"CO2\") # molar enthalpy J/mol\n",
    "        T_out=CoolProp.PropsSI(\"T\", \"SMOLAR\", S_in, \"P\", p_comp[i+1], \"CO2\")\n",
    "        H_out=CoolProp.PropsSI(\"HMOLAR\", \"T\", T_out, \"P\", p_comp[i+1], \"CO2\") # molar enthalpy J/mol\n",
    "        w_min+=H_out-H_in # J/mol\n",
    "    end\n",
    "    return w_min/(eta_comp*eta_driver*eta_pp)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.5e7"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "krw0_ww = 0.271636\n",
    "krw0_ow = 0.226423\n",
    "kro0_ww = 0.640774\n",
    "kro0_ow = 0.53222\n",
    "nw_ww = 3.74488\n",
    "# nw_ow= 3.81109\n",
    "# no_ww = 1.93454\n",
    "nw_ow= 3.0\n",
    "no_ww = 2.0\n",
    "no_ow= 2.0844\n",
    "sor_ww=0.333829\n",
    "sor_ow=0.40325\n",
    "sor_mw=0.1\n",
    "swc_ww=0.212\n",
    "swc_ow=0.212\n",
    "\n",
    "mu_oil = 0.6e-3 # no CO2\n",
    "mu_oil_CO2 = 0.25e-3 # with 60% CO2\n",
    "mu_water = 0.45e-3 # constant\n",
    "\n",
    "\n",
    "u_inj_slow = 0.03e-5 # [m/s]\n",
    "pv_inj_fast = 2.0\n",
    "pv_inj_slow = 7.0\n",
    "A_fast = 0.7 # normalized to a total injection area of 1.0\n",
    "A_slow = 1-A_fast # normalized to a total injection area of 1.0\n",
    "eq_const = 0.3\n",
    "L_res = 100 # [m]\n",
    "poros = 0.3 # [-]\n",
    "k = 0.001e-12 # [m2]\n",
    "p_back = 250e5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.02592"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "u_inj_slow*24*3600"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow /home/ali/projects/peteng/analytical/FractionalFlow/FractionalFlow.jl:401\n",
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow /home/ali/projects/peteng/analytical/FractionalFlow/FractionalFlow.jl:401\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7efe236d1198>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fluids_hs = FF.oil_water_fluids(mu_water=mu_water, mu_oil=mu_oil)\n",
    "fluids_ls = FF.oil_water_fluids(mu_water=mu_water, mu_oil=mu_oil)\n",
    "rel_perms_hs = FF.oil_water_rel_perms(krw0=krw0_ow, kro0=kro0_ow, \n",
    "        swc=swc_ow, sor=sor_ow, nw=nw_ow, no = no_ow)\n",
    "rel_perms_ls = FF.oil_water_rel_perms(krw0=krw0_ww, kro0=kro0_ww, \n",
    "        swc=swc_ww, sor=sor_ww, nw=nw_ww, no = no_ww)\n",
    "# rel_perms_hs = FF.oil_water_rel_perms(krw0=0.4, kro0=0.9, \n",
    "#         swc=0.15, sor=0.4, nw=2.0, no = 2.0)\n",
    "# rel_perms_ls = FF.oil_water_rel_perms(krw0=0.35, kro0=0.95, \n",
    "#         swc=0.15, sor=0.35, nw=2.0, no = 2.0)\n",
    "core_flood = FF.core_flooding(u_inj=u_inj_slow, pv_inject=pv_inj_slow, p_back=p_back, sw_init=0.2, sw_inj=1.0, rel_perms=rel_perms_hs)\n",
    "\n",
    "core_props = FF.core_properties(L=L_res, φ=poros, k=k)\n",
    "\n",
    "ls_res_slow = FF.single_ion_adsorption_water_flood(core_props, fluids_ls, fluids_hs, rel_perms_hs, \n",
    "        rel_perms_ls, core_flood, eq_const)\n",
    "\n",
    "FF.visualize(ls_res_slow)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above figure shows the water cut in each zone. I need to add them together based on the total flow rate in each zone and plot the final value versus time. I need to know the total injection rate, the total surface area of each zone, and the water cut versus time. Then I calculate the new water cut versus time by calculating the total flow of oil and normalizing it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solvent injection: DME example\n",
    "One necessary detail is the volumetric partition coefficient that is needed for finding the analytical solution. It can be done by doing some thermodynamic magic for finding the partial molar volumes of DME in the aqueous and in the oleic phase.  \n",
    "I've done it in another file, because it is boring for everybody else (not me, I love thermodynamics). The result is here. I have also shown the molar and mass partition coefficients"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "low sal sw_shock = 0.842836690267015\n",
      "low sal breakthrough time = 1.3654081679391532\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow /home/ali/projects/peteng/analytical/FractionalFlow/FractionalFlow.jl:401\n",
      "┌ Info: difficulty finding the shock front saturation range!\n",
      "└ @ Main.FractionalFlow /home/ali/projects/peteng/analytical/FractionalFlow/FractionalFlow.jl:401\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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FcuVBQ3nf8r0Xhg4dWuMRl0BdCBUAAAAAwIn++te/6osvvrC7f0lJiV5++WXrOjo6Wn379q3Sr3xfBUmy2Wx69dVXrfeqW85QHjRc2be6AAKwF6ECAAAAADjRnj17NGbMGPXv31//93//V+3+COWOHDmisWPHVgohnnvuOXl4VP/RrWJ4cOTIEUllGz1GR0dX6Tt8+HBrX4Xyvlc+A6gv5rgAAAAAwFWwf/9+7d+/X0899ZQ6duyoXr16KTIyUt7e3kpPT1dcXJzi4+Mr3TNx4kQ9+eSTNT6zthkJV4qIiFCvXr0UFxdnvRYUFKQBAwY49gMBIlQAAAAAAKcaNWqU9uzZo9OnT1uvJSQkKCEhocZ7/P399cILL+iFF16odb+Dfv36KSQkRFlZWdZrtS1nGDFiRKVQgf0U0FAsfwAAAAAAJ/rFL36hU6dO6fDhw3rjjTf0wAMPaMCAAWrZsqV8fHzk7e2t8PBw9ejRQ1OnTtXixYuVmJio3//+93V+4Pf09NSwYcOsa8MwNHz48Br7Xxk4sPQBDUUkBQAAAABXQUxMjGJiYvTEE0806nPXrVtnd98JEybINM1GHR/NGzMVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAACAQwgVAAAAAOAq6NixowzDkGEYSkhIcHU5QKMgVAAAAAAAAA4hVAAAAAAAAA4hVAAAAAAAAA4hVAAAAAAAAA4hVAAAAAAAJ0lISLA2Zzxz5oz1eqdOnazXK35t27bN6lPx9XKHDh3S008/rZiYGIWHh8swDE2YMKHKuN98843mzJmj8ePHq3PnzgoKCpKPj4+io6M1ZMgQ/e53v9PZs2fr/fMUFBTorbfe0pQpU3T99dcrJCREPj4+ioqK0rBhw/T8889r9+7ddj1r8+bNevzxx9WzZ0+Fh4fL19dXbdq00e2336433nhD+fn5dT6jIb8jNA4vVxcAAAAAAKjbH//4R7366qsqLS2ttd+gQYO0d+/eat9LSUlRSkqKdu7cqddff12vvvqqnn32WbvGX7NmjZ566iklJiZWeS81NVWpqan66quv9Nprr+nNN9/U448/Xu1zzp07pwcffLBSgFIuKSlJSUlJ2rRpk+bMmaNVq1Zp2LBhdtUn2f87QuMhVAAAAAAAJwkJCdETTzwhSVq2bJmys7MlSQ8++KCCg4Or9G/btm21z3n99dc1e/ZsSdL111+vQYMGKSAgQAkJCfL29q7Ut3wGgq+vr3r27KkuXbooNDRUpmkqKSlJu3fv1qVLl1RcXKznnntOkuoMFubNm6ff/va3Mk1TUtkMgT59+qhHjx4KCgpSWlqaDh8+rPj4eEllMxqqc+zYMY0aNUpJSUnWc/r27auePXsqICBAiYmJ2r59u7Kzs3XhwgWNGTNGGzZsUGxsbK311fd3hMZDqAAAAAA0RaUlUlbVvyijgpC2kqdzPxKFh4frjTfekCStW7fOChVmz56tjh072v2cF198UaGhoXr77berTOUvLCysdH3PPfdo/Pjxio2Nlb+/f5VnlZaWavny5fqv//ov5ebm6qWXXtLkyZPVqVOnasdev359pUBh5MiRWrBggbp3716l7+nTp7V06VK1aNGiynt5eXmaNGmSFSiMHj1aCxYsUNeuXSv1y8rK0nPPPadFixapsLBQ06dP17FjxxQaGlrLb6h+vyM0HkIFAAAAoCnKSpTm93Z1Fe7t6TipRQdXV2GX0tJSrV27VrfeemuV93x9fStdL1y4sNZneXp6asaMGfL399fUqVNVXFysRYsW6bXXXqvSt6SkRE888YQVKIwfP14ffvihvLyq/yjZqVMnvfLKK9W+N2/ePB07dkySdMcdd+iTTz6p9jkhISF68803lZeXp2XLlikpKUmLFi2yZlXUpD6/IzQeNmoEAAAAADc3efLkaj8sN8S9996roKAgSdIXX3xRbZ8PPvhACQkJkqTAwEAtXbq0xkChNsXFxdaMDQ8PDy1atKjO58yZM8fagHHlypV1juGM3xHqxkwFAAAAAHBzU6dOdei+w4cPa//+/UpISFBWVlaVZQDlH9oPHz4sm80mD4/Kf3feuHGj1Z42bZoiIyMdqmPfvn1KSUmRJN18883q0KHuGSJt2rRR9+7ddezYMR05ckQZGRkKCwursb+jvyM0DKECAAAAALi5/v3716v/O++8oz//+c86ceKEXf2Li4uVmZlZZS+EXbt2WW17Nkusyc6dO632pUuX9F//9V923ZeRkSFJMk1TiYmJtYYK9f0doXEQKgAAAACAm2vZsqVd/UzT1COPPKKlS5fWe4zs7OwqoUJycrLV7ty5c72fWe7ChQtWOz4+3joloj7S09Nrfd/e3xEaF3sqAAAAAICbq+4Uh+osWbKkUqAwfvx4LV++XEeOHFF6eroKCwtlmqb1VXEZgs1mq/K88tMqJFn7LzgiMzPT4XvLlZSU1Pq+vb8jNC5mKgAAAABNUUjbstMNULOQtq6uoNHNnTvXav/pT3/Siy++WGv/iqFBdYKDg60ZAjk5OQ7XFRgYaLV/9atf6W9/+5vDz4J7IVQAAAAAmiJPr2vmuEQ0jnPnzum7776TJLVo0ULPPvtsrf2zsrLqXFIQHR1t9Tl9+rQGDx7sUG3R0dFWu7xGNA0sfwAAAACAq6D8pAVnqbhvQbdu3eo8svGrr76SaZq19qkYImzZssXh2m666Sar/eWXX1Y5hQLXLkIFAAAAALgK/Pz8rHZxcXGjP7/icZB5eXl19n/zzTfr7DN27FirvWrVKl26dMmh2oYOHWqd3JCTk6MlS5Y49By4H0IFAAAAALgKIiIirHZiYmKjP79Tp07WbIgjR47o+++/r7Hv+++/r3Xr1tX5zHvuucfazDEnJ0cPP/xwnRsmVsfX11e/+tWvrOsXX3xRhw8ftvv+iqdQwL0QKgA1OJKYqVV7zmrL8WQdScxUSnaBSm21Tw8DAAAAatKrVy+rvXr16kZ/fmRkpLXMwGazafLkyVWObrTZbFqwYIF+9rOfydPTs9Lsiep4eXlpwYIFVlixbt063X777Tp+/Hi1/RMSEvTyyy9r2bJlVd575pln1LNnT0llG0TecsstWrJkiYqKiqp91uXLl/WPf/xD/fv31+uvv177Dw+XYaNGoAaff5us+ZsrbyLj6WEoMshHUcF+igr2VVSIr1oG+aplSNl1y2Bf67uvl6eLKgcAAIA7mjRpkhYtWiSpbOnB/v371a9fPwUEBFh9fvnLX+r66693eIxXX31Vt912m2w2mw4cOKBevXpp6NCh6ty5s3JycvSf//xHSUlJkspOh1i8eLHOnDlT6zPvvPNOzZkzR88//7yksr0VevTooT59+qhnz54KCgpSWlqa4uLirBCjutMdgoKCtHbtWo0ePVqnT59WVlaWHn30Uf32t7/VzTffrLZt28owDKWlpenYsWOKj4+3jrmMjY11+HcC5yJUAGqQkl1185hSm6nkrEIlZ9W9sUyov7cVMFQMG1oG+yoy6Id2kK9aBPjIw8O5m/YAAADA9UaPHq0HHnhAK1askCTt3r1bu3fvrtRn/PjxDQoVRo0apQULFujJJ59USUmJiouLtW3bNm3bts3q4+HhoZdeekkvvPCCFi9ebNdzn3vuOXXs2FFPP/20kpOTZZqmDh48qIMHD1bbv+IRkhV17txZ+/bt0+OPP65///vfMk1TmZmZ2rhxY41jh4WFVZrlAfdCqADUIDW7oEH3Z+YXKzO/WN+l1H6eb/nsBytsCPJVZPCP38tmRpS9F+rv7fRdgwEAAOA8y5Yt05133qmVK1fq4MGDunTpkgoKGva/O6/0+OOPa+jQofrb3/6mrVu36sKFC/L391fbtm01cuRIzZw5Uz/5yU/q/dz77rtP48eP17Jly7RhwwYdOnRIqampKi0tVYsWLdStWzfdcsstuvfee2t9fnh4uFavXq0jR47ovffe07Zt23T69GldvnxZHh4eCgsLU5cuXdSvXz+NHj1aY8aMqXOZBlzHMOs6QwS4So4ePaqYmBjr+siRI9aaK1f46RtfKe58psvGr463p6HwQB9FBvn++BXsUxZAVLiOCPRVeKCPPJkBAThP+hlpfu/q33s6jrPhATSqkpISffdd5WWZN9xwQ51HBgKov8b6983dPt84C/8VAmqQYscSh6utuNT+5ReGIYUHlAUQEUE+igjyVUSgjyKDyl8rez0ysOx7gI8nsyAAAAAA1AuhAlAN0zTVOsxPpkxdyim6Jk99ME3pcm6RLucWSXacwOPn7aGIwLLlFhFBZTMdIoJ8FBHoo/AfgoeIwB/DCT9vNqIEAAAAmjtCBaAahmHow1lDJZVtzpiWW6TkrAKlZhcqJbtAKVmFSilvZxcqJatQqTmFKiqxubhyxxUU25SYka/EjHy7+gf6eCo86IfAIdCnagjxw2vlr/t7MxMCAAAAaGoIFYA6eHoY1qkNtTFNU1n5JUrJLgsfUnN+DBvKw4jU7EJdyilSWm71Z/FeS3KLSpWblq9zafaFEL5eHlbIEB5YFj60uPJ7QFkA0SLAR2EB7AkBAAAAuDtCBaCRGIah0ABvhQZ464bo4Fr7FpfadDmn6IeQodAKISp+v5RTqEvZhcoqKLlKP4FzFZbYlJRZoKRM+3Y3NgwpzN+7UuAQ/kMA0SLAu9J1eEDZ9xA/L2ZDAAAAAFcRoQLgAt6eHmoV6qdWoXUfjVNQXKrLuUW6VB405JTNdki94vpyTqHS84qvQvVXh2lK6XnFSs8r1qnUXLvu8fIwFBbwQ+hghQ0/BhBhAT4KD/T+oU9ZvxA/b3kwIwIAAABwCKEC4Ob8vD3VNsxfbcP86+xbXGpTWm5Z4HA5tyxouJRTqMs5ZRs2Wu2cQl3KLbqm94CoTonNtIIWe3kYUliAj8J+mP3QokIo8eNrlYOIsAAf+Xh5OPEnAQAAAK4NhApAE+Lt6aHoED9Fh9Q9A8I0TeUUllizHMpCiB/bl3IKlVb+Wm6R0vOuzVMw6mIzpbTc8n0u7JsRIZVtVBlWYSZEqL/3D3tBeFuzJcrbYT+8F+LvzT4RAAAAaFIIFYBmyjAMBft5K9jPW50iA+vsb7OZyswv1uXcstkOaT8cV1nWLgsiyj+cX84tUnpukUqaYAhRLreoVLlF9p+WIZXtExHi560WAd4KtcIGb2umRJh/WTs04MegIszfmzACAAAAbotQAYBdPDyMsk0SA33UJaru/qZpKqug5Ieg4ccgIi2vSGkVQon0vB/DiLyiUuf/IC5kmlJmfrEy84uly3n1ujfEz8sKH0L9vdUlKkgTf9JWvduFOalaAAAAoG6ECgCcwjAMhfqXfQC2ZyaEVLYpZVqFGQ/peWUzHqwwIrdI6bnF1nVGXpGKS5vubIiKsgpKlFVQorNpZdf/+e6Slu08o8U/669RN0a7tjgAAAA0W4QKANyGn7en2oT5q40dm1JKP+4LkZFXbM16KA8hMvKKreDBuv7he1Fp09igstRmas6G44QKAAAAcBlCBQDXrIr7QrQPD7DrHtM0lVtUqvTyECKv2AoeytvpecXW+xl5xUrPc9+lGSdTcpRVUKwQP29XlwIAcCLDqLq3jmk2j9l6wNVms1X9A1R1/w6iDKECgGbFMAwF+XopyNfL7iBCkgpLSpWZV1wWOPwwA6IshCgPIn4MJTJ+6JeRd3U2qyxpJktAAKA58/CoepRxUVGRvL0JlYHGVlxcXOW16v4dRBlCBQCwg6+Xp6JCPBVlx3Gd5cpnRZQHDeWzHjLyi5WRW/Y9Pa/oh7CiSJn5ZX0y84ub9MkZAID6MwxDfn5+KigosF7LyspSYKB9+xYBsF9WVlalaz8/P2Yq1IJQAQCcpOKsiHYt7L+v4l4R5UHDnoStquwQAAAgAElEQVQ0/e/m75xXLADA7QUHB1cJFUJDQxUQYP/MOwC1y8vLqxIqhISEuKiaawOhAgC4mUp7RfzwWstgX0IFAGjmQkJClJqaal3bbDadO3dOISEhCgkJkbe3N1O0AQfYbDYVFxcrKytLWVlZVfZUCA4OdlFl1wZCBQAAAOAa4OPjo+DgYGVnZ1uv2Ww2ZWRkKCMjw4WVAU1XcHCwfHx8XF2GWyPKBAAAAK4Rbdq0UVBQkKvLAJqFoKAgtWnTxtVluD1CBQAAAOAa4eHhobZt2zIdG3Cy4OBgtW3bliVFdmD5AwAAAHAN8fDwULt27VRUVKSsrCxlZ2dX2sARgGP8/PwUEhLCkod6IlQAAAAArkE+Pj6KjIxUZGSkTNOUzWaTaXIkMVBfhmHIw8ODYyMdRKgAAAAAXOMMw5Cnp6erywDQDLFABAAAAAAAOIRQAQAAAAAAOIRQAQAAAAAAOIRQ4SooKirS8uXLNW7cOHXo0EF+fn5q3bq1hgwZorlz5+rSpUtOGdc0TX3++ed65JFHFBMTo7CwMHl5eSksLEw9evTQz372M61du1alpaVOGR8AAAAA0LSxUaOTHT9+XPfff78OHDhQ6fWLFy/q4sWL2rlzp15//XUtXbpU48aNa7Rxz549q5/97Gfavn17lfcyMzOVmZmpY8eOacWKFerXr59WrFihG2+8sdHGBwAAAAA0fYQKTnT+/HmNGjVKFy5ckFS2K++tt96qLl26KCUlRV988YXy8/OVkpKiCRMmaMOGDRo1alSDx01JSdGIESN0+vRp67V27dqpd+/eat26tS5cuKBDhw5Zde3fv1/Dhw/X7t271alTpwaPDwAAAABoHggVnGj69OnWB/cOHTpo7dq16t27t/X+pUuXNHXqVG3evFnFxcWaMmWKvv/+e4WFhTVo3Oeff94KFPz8/DR//nzNnDlTXl4//p+7uLhYixcv1m9+8xsVFRUpNTVVv/rVr/Txxx83aGwAAAAAQPPBngpOsn79emvpgY+Pjz755JNKgYIkRUZG6uOPP1bnzp0lSWlpafrLX/7SoHHz8/P1/vvvW9f//d//rUcffbRSoCBJ3t7eeuKJJ/TnP//Zeu3TTz9Venp6g8YHAAAAADQfhApOsmDBAqv90EMPqVevXtX2CwwM1CuvvGJd//3vf1dJSYnD43733XfKy8uzrqdNm1Zr/+nTp1vt0tJSnTp1yuGxAQAAAADNC6GCE+Tk5Gjz5s3W9cMPP1xr/3vvvVfBwcGSymYrVLe5Yn3GrqiupRQtWrSodG2z2RweGwAAAADQvBAqOMGOHTtUWFgoqWwmwsCBA2vt7+vrq8GDB1vXW7ZscXjs6667rtL10aNHa+1/5MgRq+3t7c0JEAAAAAAAuxEqOMGxY8esdq9evarsZ1Cdfv36VXt/fbVr104/+clPrOuXXnpJpaWl1fYtKSnRCy+8YF0/+OCDCgoKcnhsAAAAAEDzwukPThAfH2+1O3ToYNc9FWcYHD9+vEHj//Wvf9Vtt92m4uJirV+/XgMGDNBLL72k/v37q1WrVkpKStLevXv16quv6vDhw5KkoUOHat68eQ0at6KUlBSlpqbW656TJ0822vgAAAAAAOcjVHCCy5cvW+3o6Gi77mnVqpXVTktLa9D4I0aM0MaNG3XvvfcqPT1dBw8e1L333lvjuI888ohefvll+fj4NGjcihYuXKjZs2c32vMAAAAAAO6H5Q9OUHGzRH9/f7vuqdjvys0WHTFy5EglJCToD3/4Q43LLzw9PXXXXXdp2rRpjRooAAAAAACaB0IFJygoKLDa9n5Y9/X1tdr5+fkNruHUqVN66KGH9Morr6ikpEQdO3bUfffdp0cffVSTJk1Sq1atVFpaqiVLlqh3796VjrUEAAAAAMAeLH9wAj8/P6tdVFRk1z3lp0VI9s9uqMmuXbt0++23KysrS2FhYVqyZIkmTZokwzCsPiUlJfr73/+uZ555RoWFhfrDH/4gPz8/Pfvssw0au9ysWbM0efLket1z8uRJTZgwoVHGBwAAAAA4H6GCE1Q8QcHeWQcV+zXkBIb09HTdc889ysrKkmEY+uijjzR8+PAq/by8vPTEE08oICBAM2fOlCT9/ve/1/3336927do5PH65qKgoRUVFNfg5AAAAAAD3xfIHJ4iIiLDaycnJdt1z8eJFqx0eHu7w2IsXL1ZSUpIk6bbbbqs2UKhoxowZ6tatm6SyWRUrV650eGwAAAAAQPNCqOAE5R/SJenMmTN23XP27Fmr3b17d4fH3rhxo9WOjY2ts79hGBoxYoR1vW/fPofHBgAAAAA0L4QKTnDjjTda7cOHD6ukpKTOe/bv31/t/fWVmJhotSvOmKhNxX6ZmZkOjw0AAAAAaF4IFZxgyJAh1mkOubm5df71v7CwULt27bKuR44c6fDYFTd5TEtLs+uey5cvW+2wsDCHxwYAAAAANC+ECk4QFBSkUaNGWddvv/12rf3XrFmj7OxsSVKLFi106623Ojz2ddddZ7W3bNlSZ3/TNLV161brukuXLg6PDQAAAABoXggVnGTWrFlWe+nSpTp69Gi1/fLy8vTyyy9b14899pi8vBw/lGP06NFWe9OmTdq+fXut/ZcuXaoTJ05Y17fffrvDYwMAAAAAmhdCBSe58847NWzYMEllpyqMHz9ehw8frtTn8uXLmjBhgk6ePCmp7NSH5557rtrnJSQkyDAM62vbtm3V9psxY4Z1eoRpmpowYYL+/e9/V+lXUlKiBQsWVAo/Bg0aVOdpEQAAAAAAlHP8T+Ko07vvvqtBgwYpKSlJCQkJ6tu3r4YPH67OnTsrNTVVX3zxhfLy8iRJXl5eWr16dYP3NAgNDdVbb72lSZMmqbS0VOnp6Zo8ebI6duyowYMHKzQ0VJcuXdLXX39d5RjLZcuWNWhsAAAAAEDzQqjgRO3atdOWLVs0bdo0HTx4UDabTVu3bq20h4EktWzZUkuXLq20D0ND3H333frkk0/0yCOPKCkpSVLZTIeEhIRq+/ft21crV66sdBQmAAAAAAB1IVRwsu7du2v37t1atWqV3nvvPR09elTJyckKCwtT586dNXHiRM2cOVORkZGNOu7YsWN16tQpvf/++/r000914MABJScnKy8vT8HBwWrTpo0GDRqkSZMmady4cfLwYCUMAAAAAKB+CBWuAh8fHz344IN68MEHHX5Gx44dZZpmve7x8/PTQw89pIceesjhcQEAAAAAqAl/ngYAAAAAAA4hVAAAAAAAAA4hVAAAAAAAAA4hVAAAAAAAAA4hVAAAAAAAAA4hVAAAAAAAAA5x+yMlT58+rffee0+7d+/WsWPHlJGRodzc3Hodr2gYhnJzc51YJQAAAAAAzY/bhgoZGRn69a9/rWXLllmv1SdIqMgwjMYqCwAAAAAA/MAtQ4WMjAzFxsYqLi5OpmnKMAyHAwUAAAAAAOAcbhkqPPvsszp06JA1w8A0TQ0ePFiDBw9W27ZtFRQU5OIKAQAAAACA24UK6enpWrp0qRUoxMTEaMWKFerdu7eLKwMAAAAAABW5XaiwZcsWlZaWSpIiIiK0ZcsWRUZGurgqAAAAAABwJbc7UvLcuXOSyjZXfOCBBwgUAAAAAABwU24XKpSUlFjtmJgYF1YCAAAAAABq43ahQrt27ax2xYABAAAAAAC4F7cLFfr372+14+PjXVgJAAAAAACojduFCjfccIOGDBki0zT14YcfMlsBAAAAAAA35XahgiT97W9/k4+Pj86ePatXXnnF1eUAAAAAAIBquGWoMHDgQC1cuFAeHh7605/+pOeff17FxcWuLgsAAAAAAFTg5eoCqrNnzx7FxMToD3/4g/74xz/q9ddf1zvvvKNp06Zp8ODBatWqlfz8/Or1zEGDBjmpWgAAAAAAmie3DBUGDx4swzCsa9M0lZycrPnz52v+/Pn1fp5hGOzNAAAAAABAI3PLUOFKFQMGqSxksPc+e/sCAAAAAID6cdtQoTHCAAIFAAAAAACcxy1DhWPHjrm6BAAAAAAAUAe3DBW6devm6hIAAAAAAEAd3PJISQAAAAAA4P4IFQAAAAAAgEMIFQAAAAAAgEPcck+F2ly4cEEnTpxQenq6cnJyFBQUpBYtWqhr165q06aNq8sDAAAAAKDZuCZChcOHD2vhwoVat26dLly4UGO/tm3b6q677tIvf/lLxcTEXMUKAQAAAABoftx6+UN2drZmzpypvn37avHixUpMTJRpmtaXpErX58+f16JFi9SnTx/9/Oc/V3Z2tot/AgAAAAAAmi63DRVSU1M1aNAgvfPOO1aAcKXaXl+6dKluuukmpaamOrNMAAAAAACaLbdc/lBSUqKxY8cqPj5ehmFIKgsKbrrpJo0fP169e/dWdHS0AgMDlZubq5SUFMXFxWndunXatWuXDMOQaZo6fvy4xo0bp127dsnT09PFPxUAAAAAAE2LW4YKCxcu1P79+61wYODAgVq4cKH69+9f4z3jx4/Xiy++qP3792vWrFnas2ePJGn//v1asGCBnnrqqatVPgAAAAAAzYJbLn+YO3euNUPhzjvv1Pbt22sNFCrq16+ftm/frvHjx0sqm+Ewb948p9UKAAAAAEBz5XahwqFDh3T+/HlJUkREhJYvXy5fX996PcPHx0fLli1TRESEJOn8+fM6dOhQo9cKAAAAAEBz5nahwuHDh6325MmTFRYW5tBzwsLCdN9991nXcXFxDa4NAAAAAAD8yO1CheTkZKvdq1evBj0rJibGaqekpDToWQAAAAAAoDK3CxUaU/m+DAAAAAAAoPG5XagQHR1ttY8ePdqgZ1W8PyoqqkHPAgAAAAAAlbldqFBxycLq1auVlZXl0HOysrL0/vvvW9cNXUoBAAAAAAAqc7tQoW/fvmrbtq0k6dKlS5o5c6ZKS0vr9Qybzaaf//znSk1NlSS1bdtWffv2bfRaAQAAAABoztwuVJCk3/zmNzJNU5L04YcfavTo0Tp+/Lhd9x4/flxjxozRBx98IKlsX4Vf//rXTqsVAAAAAIDmysvVBVTnySef1DvvvGMdL/nll18qJiZGw4cP19ixY9WnTx9FRUUpICBAeXl5SklJ0aFDh7RhwwZt375dNpvNelbv3r315JNPuupHAQAAAACgyXLLUMHLy0sbN27UsGHD9P3338swDNlsNm3btk3btm2r9V7TNGUYhkzTVJcuXbRx40Z5ebnljwkAAAAAwDXNLZc/SFKrVq20d+9eTZs2zVoKUc40zSpfV74/ffp07d27t9JpEgAAAAAAoPG4baggSWFhYVq5cqX27dunhx9+WC1btqwSIJQzTVMtW7bUI488om+++UbLly9XaGjoVa4YAAAAAIDm45pYF9CvXz/985//lCQlJCToxIkTSk9PV05OjoKCgtSiRQt17dpVHTt2dG2hAAAAAAA0I9dEqFBRx44dCQ8AAAAAAHADbr38AQAAAAAAuC9CBQAAAAAA4BBCBQAAAAAA4BBCBQAAAAAA4BCXbdQYEBBgtQ3DUG5ubrXvNYYrnw8AAAAAABrOZaFCQUGBDMOQaZoyDKPG9xrDlc8HAAAAAAAN59LlD7WFBo0VKAAAAAAAAOdw2UyFN99806H3AAAAAACAe3BZqPDYY4859B4AAAAAAHAPnP4AAAAAAAAcQqgAAAAAAAAc4rLlD7XZs2ePJMnPz0+9e/d2+DlHjx61jpIcNGhQo9QGAAAAAADKuGWoMHjwYBmGoS5duig+Pt7h5zzwwAOKi4uTYRgqKSlpxAoBAAAAAIBbhgpS2ZGSjXGsJEdTAgAAAADgHG67p4JhGK4uAQAAAAAA1MJtQ4XGUFpaKkny9PR0cSUAAAAAADQ9TTpUSE5OliQFBwe7uBIAAAAAAJqeJhsqfPXVV0pNTZVhGGrfvr2rywEAAAAAoMlx6UaN3377rY4cOVLj+zk5OVq9erXdz7PZbMrMzNSRI0e0YsUK6/XBgwc3qE4AAAAAAFCVS0OFf/3rX3rllVeqfc80TSUnJ2vatGkOPbviqQ8zZsxw6BkAAAAAAKBmLl/+4IwjHys+83e/+x0zFQAAAAAAcAKXzlQoV1Ow4Ejg4Ofnp44dO2rw4MGaOXOmbrnlloaWBwAAAAAAquHSUOGll17S888/X+k10zQVEBAgwzDUuXPnWvdcuJK3t7c8PFw++QIAAAAAgGbBpaGCp6enPD09q33PNE0ZhiFfX9+rXBUAAAAAALCHWyx/uNJzzz0nSYqMjHRxJQAAAAAAoCZuGSrMmTPH1SUAAAAAAIA6sAEBAAAAAABwCKECAAAAAABwiFsuf6hLdna2CgoK6nXkZFRUlBMrAgAAAACg+XH7UCE/P18rV67Uhg0btHfvXiUlJclms9XrGYZhqKSkxEkVAgAAAADQPLl1qPD+++/riSeeUHp6uiTVa2YCAAAAAABwLrfdU2Hu3Lm6//77lZaWJtM0KwUKhmHIMIxq7yt/r6b3AQAAAABA43DLmQo7d+7U888/L9M0ZRiGPDw8NGnSJI0ePVqtWrXST3/6UxmGoTZt2ugf//iHMjIydOrUKW3evFlbt26VJHl6eur3v/+9brrpJhf/NAAAAAAANE1uGSrMnj1bNptNhmEoKipKn3zyiQYMGFClX0BAgO644w7r+sUXX9ShQ4f08MMP6+DBg5ozZ47eeecdTZky5WqWDwAAAABAs+B2yx8yMjL0+eefW8sXli9fXm2gUJM+ffpox44duvnmm1VYWKiZM2cqPj7eWeUCAAAAANBsuV2osGPHDmv/hIEDB2r06NH1foafn59WrFghX19f5efn65lnnmnsMgEAAAAAaPbcLlQ4d+6c1R4zZkytfQsLC2t8r1OnTrrzzjtlmqY2bdqkS5cuNVqNAAAAAADADUOF8uMjJem6666rto+Pj49M01R+fn6tzxoyZIgkqbS0VF9//XXjFQkAAAAAANwvVPD09LTaXl7V7yMZEhIiSUpLS1NJSUmNz4qIiLDaSUlJjVQhAAAAAACQ3DBUCA8Pt9oVZy1UFB0dLUkyTVMnTpyo8VlpaWlWOyMjo5EqBAAAAAAAkhuGCjfccIPVPn78eLV9evXqZbW3bNlS47O2bdtmtUNDQxteHAAAAAAAsLhdqNC7d295eJSVtWvXrmr7xMbGWu358+crNze3Sp/t27fr008/ta4rBhFXW1FRkZYvX65x48apQ4cO8vPzU+vWrTVkyBDNnTv3qmwiuX37dj355JPq06ePoqKi5Ofnp/bt22vQoEGaNWuW/vWvf9U4MwQAAAAAgOq4XagQFhamPn36yDRNHT16VN99912VPpMmTZK/v78k6dSpU7r11lv1ySef6MyZM4qPj9e8efN01113WUdTtmrVSoMHD76qP0e548ePa/DgwXrwwQe1YcMGnT17VoWFhbp48aJ27typ3/72t+rZs6fWr1/vlPFPnTqlO+64Q8OHD9cbb7yhuLg4paamqrCwUOfPn9fevXv15ptvasqUKfrnP//plBoAAAAAAE1T9Tshutj48eN14MABSdI//vEPvfbaa5XeDw8P17PPPqvZs2fLMAwdPHhQEyZMqNSnPFAwDEMvv/xyjZs+OtP58+c1atQoXbhwwarl1ltvVZcuXZSSkqIvvvhC+fn5SklJ0YQJE7RhwwaNGjWq0cY/dOiQRo0apcuXL1uv9ejRQz179lR4eLiys7MVHx+vQ4cO1brhJQAAAAAA1XHLUGHatGnatGmTJGn//v0qKiqSj49PpT4vvfSSDhw4oLVr18owDEmVg4Ryv/jFL/TYY49dpcormz59uhUodOjQQWvXrlXv3r2t9y9duqSpU6dq8+bNKi4u1pQpU/T9998rLCyswWMnJCRUChRGjRql//mf/1FMTEyVvmlpafr444/Vpk2bBo8LAAAAAGg+3G75gyR1795dO3fu1M6dO/X5559XCRSksqMn16xZo/nz56tjx45WoCCVhQtdu3bV0qVLtWjRoqtZumX9+vXavn27JMnHx0effPJJpUBBkiIjI/Xxxx+rc+fOkso+3P/lL39plPEfffRRK1C477779Nlnn1UbKEhlMz8efvhh3X777Y0yNgAAAACgeXDLUMFeHh4eevLJJ/X999/r+++/1/bt2/Xll1/q9OnTOn78uB566CGX1bZgwQKr/dBDD9W4UWRgYKBeeeUV6/rvf/97g5cifPzxx/r8888lSdddd52WLFkiT0/PBj0TAAAAAIArXdOhQkWdOnXSLbfcomHDhqlDhw4urSUnJ0ebN2+2rh9++OFa+997770KDg6WVDZboXyGg6PefPNNq/3rX//aejYAAAAAAI3J7UKFxMRErV69WqtXr9aHH37o6nIcsmPHDhUWFkoqm4kwcODAWvv7+vpWOp1iy5YtDo+dkpJizVKQpPvvv9/hZwEAAAAAUBu3CxXWrFmjadOmadq0aXr33XddXY5Djh07ZrV79epl18kT/fr1q/b++tq5c6dsNpskqVu3boqKilJmZqbmzZunm266SREREQoICFCHDh00efJkrVq1yuoPAAAAAEB9uN3pD7m5uTJNU4Zh6Oabb3Z1OQ6Jj4+32vYuxbjuuuus9vHjxx0ee+/evVa7Z8+e2rlzp6ZOnaqzZ89W6nf27FmdPXtW//73v/Xaa69pzZo16tSpk8PjXiklJUWpqan1uufkyZONNj4AAAAAwPncLlSIjo622uHh4S6sxHHlpy5IlX+e2rRq1cpqp6WlOTz2uXPnrHZmZqbGjRunjIwMSWWzIXr37q3S0lLt3bvXCi8OHjyom2++Wfv27VO7du0cHruihQsXavbs2Y3yLAAAAACAe3K7UKHiX+xTUlJcWInjcnJyrLa/v79d91TsV/H++ioPECRZm0VGRkZq9erVio2NrdR39erVmjFjhvLz85WcnKwHHnhA27Ztc3hsAAAAAEDz4nZ7KgwbNkxhYWGSpK1bt7q4GscUFBRYbR8fH7vu8fX1tdr5+fkOj52bm1vp2tPTU5988kmVQEGSpkyZorffftu6/vLLLwkVAAAAAAB2c7uZCj4+PnrggQf0xhtv6PPPP9c333yj/v37u7qsevHz87PaRUVFdt1TflqEZP/shrrGlqR77rmn0skSV5oyZYpef/117du3T5K0atUqjRgxwuHxy82aNUuTJ0+u1z0nT57UhAkTGjw2AAAAAODqcLtQQZLmzJmjjRs36uTJk5o4caI2b96sG264wdVl2S0oKMhq2zvroGK/ivc3ZGxJmjhxYp33TJw40QoVduzY4fDYFUVFRSkqKqpRngUAAAAAcE9ut/xBkgIDA7Vp0yb95Cc/0fnz59W3b1+9+OKLOnHihKtLs0tERITVTk5OtuueixcvWu2GbFBZcWxJ6tGjR533VOyTmJjo8NgAAAAAgObFLWcqjBs3TpIUEhIiqeyv+K+99ppee+01hYeH6/rrr1dISIi8vOwr3zAMffrpp06r90rdunWz2mfOnLHrnopHPnbv3t3hsa+8155ZDxX7ZGdnOzw2AAAAAKB5cctQYePGjTIMQ5Ks76ZpSio7rrE+Ry6apmk942q58cYbrfbhw4dVUlJSZwCyf//+au+vr5iYmErX9oQEFfuEhoY6PDYAAAAAoHlxy+UPUlkYUPGrtvdq+3KFIUOGWKc55ObmWvsV1KSwsFC7du2yrkeOHOnw2IMHD1ZgYKB1/e2339Z5T8U+7du3d3hsAAAAAEDz4pYzFaZMmXLVZxc0pqCgII0aNUrr16+XJL399tu1nsCwZs0aa7ZAixYtdOuttzo8tr+/v+644w598MEHkqQPP/xQ999/f633fPjhh1Z7+PDhDo8NAAAAAGhe3DJUWLVqlatLaLBZs2ZZocLSpUv15JNPqmfPnlX65eXl6eWXX7auH3vsMbv3iqjJ008/bYUKa9as0a5du2oMNVavXq1vvvnGun7ooYcaNDYAAAAAoPlw2+UP17o777xTw4YNkyQVFRVp/PjxOnz4cKU+ly9f1oQJE3Ty5ElJZac+PPfcc9U+LyEhQYZhWF/btm2rcexhw4bp7rvvliTZbDb99Kc/rbb/v/71L82YMcO6vu+++9S3b996/JQAAAAAgObMLWcqNBXvvvuuBg0apKSkJCUkJKhv374aPny4OnfurNTUVH3xxRfKy8uTJHl5eWn16tUKCwtrlLHfeustDR06VMePH1dqaqpiY2PVv39/9e7dW6Wlpdq7d6+OHTtm9e/Ro4cWL17cKGMDAAAAAJoHQgUnateunbZs2aJp06bp4MGDstls2rp1q7Zu3VqpX8uWLbV06VKNGjWq0cYODw/X5s2bNWPGDH3++eeSpG+++abSUody48aN04oVK6wjPAEAAAAAsAehgpN1795du3fv1qpVq/Tee+/p6NGjSk5OVlhYmDp37qyJEydq5syZioyMbPSx27Rpo02bNmndunVauXKl9u7dq6SkJBmGodatW2vYsGF64IEHGnTaBAAAAACg+SJU+P/s3XtcVXW+//H3Qm4iGnjBSySEppiCaYpKxbVGRU+DlU7ZjN1+1cTM1FyrOTNT1jxmPFPWWA8zrZloyslyMstSm1TAS3hNTcUrKl5ARHFIkJvI+v3BcR1QQFzszd7A6/l48Oi79v6u7/ezWbPP4/D2u76rBXh7e2vatGmaNm2a7TFCQ0NtPyJz4sSJmjhxou25AQAAAACoj1uGCikpKQ4dzzAMvfHGGw4dEwAAAACA9s4tQ4W5c+fKMAyHjkmoAAAAAACAY7llqHDR1Sz3rx1CXHqeowMKAAAAAADgpqFCVFTUVQUBpaWlOnnypAoKCiTVhAiGYejmm2+Wh4eHs8oEAAAAAKBdc8tQYcOGDbbOy8nJ0TvvvKNXX31VZWVl6t27t/75z3+qU6dODq4QAAAAAAC0qX/GDw0N1YsvvqhvvvlGffr00eeff66JEyfafmoCAIWbJAAAACAASURBVAAAAABoWJsKFS4aOHCgFi1aJElas2aN/vznP7u4IgAAAAAA2p42GSpINfsy3HHHHTJNU6+//rqqqqpcXRIAAAAAAG1Kmw0VJCkhIUGSdPr0aWVkZLi2GAAAAAAA2pg2HSoEBQVZ7UOHDrmwEgAAAAAA2p42HSp89913VvvMmTMurAQAAAAAgLanTYcK//73v612165dXVgJAAAAAABtT5sNFT7++GN9+eWX1vHQoUNdWA0AAAAAAG1PmwoVqqurtXXrVqWkpGjq1KkyDEOS1LdvX40aNcrF1QEAAAAA0LZ4urqA+tx4441XfU5paalOnjypyspKSZJpmpIkwzD00ksvObQ+AAAAAADgpqHC3r17rVUGTXUxRJBknevh4aEZM2Zo8uTJDq0PAAAAAAC4aagg1Q0JrlaHDh00duxYPffccxo5cqQDqwIAAAAAABe5ZajwzDPPXFV/wzDk5+engIAAhYeH6+abb1ZgYKCTqgMAAAAAAJKbhgozZsxwdQkAAAAAAOAK2tTTHwAAAAAAQMshVAAAAAAAALa45e0PFx8BGRgYqEcffdT2OP/4xz908uRJSdLTTz/tkNoAAAAAAEANtwwVnn32WRmGoX79+jUrVJg1a5Z27NghiVABAAAAAABHc9vbH5rzSElnjAMAAAAAAOpy21DBMAxXlwAAAAAAABrhtqGCI1RWVkqSvL29XVwJAAAAAABtT5sNFaqrq3Xs2DFJUpcuXVxcDQAAAAAAbU+bDRXmzZunkpISGYahG264wdXlAAAAAADQ5rj06Q9Lly7V0qVLG3z/1KlTSklJafJ41dXV+u6777Rr1y7t3r3bej0uLq45ZQIAAAAAgHq4NFTYsmWL5s6dW++mjKZp6uzZs5o3b16z5vDz82vWYykBAAAAAED9XBoqXNTQYx+b+zjIgIAAvffeewoJCWnWOAAAAAAA4HIuDRWCg4M1atSoy17fuHGjDMOQj4+Phg4d2uTxvLy85O/vr9DQUI0ePVp33XWX/P39HVkyAAAAAAD4Xy4NFR555BE98sgjl73u4VGzf2RwcLDWr1/f0mUBAAAAAIAmcNunPzT31gcAAAAAAOBcbrGnwqWWL18uSerUqZOLKwEAAAAAAA1xy1Bh7Nixri4BAAAAAABcgdve/gAAAAAAANwboQIAAAAAALDFLW9/aMihQ4eUm5uroqIilZeXX9VmjlOmTHFiZQAAAAAAtD9uHyps2LBBs2fP1pdffqn//Oc/tschVAAAAAAAwLHcNlSorKzUU089pbfeektSw4+YNAyj0fdr9wEAAAAAAI7jtqHCj370I3388cf1hgW1g4RL368dIFzN7REAAAAAAODquOVGjR988IH+9a9/Wcd9+/bVnDlztH//fp09e9YKC/r166fS0lLl5eVp3bp1mj59unr37i3TNOXh4aEZM2aorKxMpaWlrvooAAAAAAC0WW65UmHGjBlWe+TIkfr3v/+tgICAy/oZhiFfX1/16tVLvXr1UnR0tJ5++mn9/Oc/11tvvaX//u//VkFBgV555ZWWLB8AAAAAgHbB7VYqHD16VFlZWZKkDh06aMGCBfUGCg3x9fXV3Llz9eijj8o0Tc2aNUtLly51VrkAAAAAALRbbhcqbNy4UVLNKoRx48YpLCyswb6N7ZnwyiuvqHv37jJNU88995zD6wQAAAAAoL1zu1Dh5MmTVjs6OrrRvuXl5Q2+5+/vr7vuukuStH37du3fv98xBQIAAAAAAEluGCqcPXvWavfs2bPePn5+fjJNUyUlJY2OFRERYbW3b9/umAIBAAAAAIAkN9yosWPHjla7qqqq3j6dO3dWaWmpzp49q9LSUvn5+dXbr1OnTlY7Pz/fsYUCgJtIem2tOngYV+4Ih+pVXaBFDbx395vrle9xsEXrAYDW5pqOXrr1hu76+e03yM/b7f4sAdBEbvftDQoKstqFhYX19gkJCbFuk/j22281ZsyYevvl5uZa7cZulQCA1iz/LP/3zRUMo1zyqf+9k8XlyjXLWrYgAGhlcovKtPvEWX17rEgLHh0tDwJyoFVyu9sfBg4caLW//fbbevtERkZa7WXLljU41meffWa1e/To4YDqAAAAADjSxsNntPvE2St3BOCW3C5UiIyMlK+vryTp66+/rrfPhAkTJNU8/WH27Nnat2/fZX1effVVbdmyxTqOiopyQrUA0DIC/bxcXQIAAE6Tlfedq0sAYJPb3f7g7e2t6OhopaWlKTc3V5mZmZc9BWL8+PHq06ePTpw4oe+++05RUVF65JFHNHToUJWXl+uLL77QsmXLZBg1S6iGDh2qwYMHu+LjAIBDBHXxVXivztqbX+zqUgAAcLjqhp8UD8DNud1KBUmaNGmSpJqVCLNmzbrsfW9vb7366qsyTVOGYai4uFivvfaaHn74YaWkpGjZsmUyTVOmacrDw0N//etfW/ojAIDDzZ46XD06N3ATPwAAAOACbrdSQZKmTJmi48ePS5I8PDxUWVkpb2/vy/ocO3ZMzz77rC5cuGAFDLV5e3vr7bffVmxsbIvVDgDO0j/IX+ueidfWI0XKLWITQFfzK82VVtX/3n8nDVKp37UtWxAAtAL/s3yPTpdUuroMAA7klqFCjx49NGPGjCv2+9WvfqXbb79ds2bNUlpamk6cOCHTNBUcHKyxY8fqV7/6lW644YYWqBgAWoaPZweN6dfN1WVAkv5zocFQIWlILykwuGXrAYBWYHbaAUIFoI1xy1DhagwdOlSpqamuLgMAAAAAgHbHLfdUAAAAAAAA7o9QAQAAAAAA2EKoAAAAAAAAbGn1eypIUnp6uubPn6/du3fr/PnzCg0N1aRJkzR16tTLnggBAAAAAAAcwy1Dhffee0/z58+XJEVHR2v69OkN9k1JSdG8efPqvLZt2zYtXrxYs2fP1hdffKFu3dgpHQAAAAAAR3PL2x9mz56tlStXatWqVbr55psb7Pf6669r7ty5Mk1TkmSaZp2fjRs3KikpSdXV1S1VOgAAAAAA7YbbhQolJSXaunWrJOmaa65RUlJSvf2Ki4s1ffp0GYYhwzBkmqbCw8N15513KiwszOq3ZcsWzZkzp0VqBwAAAACgPXG7UGH79u2qrq6WYRiKi4tThw4d6u330UcfqaioyDr+y1/+ot27d+vTTz/VgQMHlJKSIqlm9cLs2bNbpHYAAAAAANoTtwsVDh8+bLUjIyMb7PfJJ59Y7ZEjR+o3v/mNdWwYhmbNmqXrrrtOknTgwAEdOHDACdUCAAAAANB+uV2ocOrUKavdq1evevtUVVVp7dq11pMdHnzwwcv6eHp66s4777SOt2/f7thCAQAAAABo59wuVCgrK7PanTp1qrfP1q1bde7cOWuDxgkTJtTbb9CgQVb7xIkTDqwSAAAAAAC4Xajg4+Njtc+dO1dvnzVr1ljt0NBQ6zaHS/n7+1vtkpISB1UIAAAAAAAkNwwVunbtarWzs7Pr7fPVV19Jqtk74ZZbbmlwrOLiYqvt7e3toAoBAAAAAIDkhqHCkCFDrPayZcsuez8/P18ZGRnWfgpxcXENjpWXl2e1u3Xr5rgiAQAAAACA+4UKw4YNU2BgoCRp3759euWVV6z3qqur9ctf/lJVVVUyTVMeHh5KSkpqcKwtW7ZY7dDQUKfVDAAAAABAe+R2oYKXl5cefPBBaxPGp59+WrfccoseeughRUZG6qOPPpJhGDIMQ//1X//V4BMiysvLtX79euu4scdTAgAAAACAq+d2oYIkPf/88woJCbGON2zYoPfee0979uyRJJmmKT8/P82YMaPBMZYuXaqSkhIZhqH+/ftz+wMAAAAAAA7mlqFCly5dlJ6ermHDhsk0zct+AgMD9fHHH2vgwIENjjFnzhyrfccdd7RE2QAAAAAAtCueri6gIaGhodq8ebO++uorpaWlKT8/X35+fho+fLh+8IMfqEuXLg2ee+TIEZWVlWnUqFGSpClTprRU2QAAAAAAtBtuGypINY+MHDt2rMaOHXtV54WEhCgzM9NJVQEAAAAAAMlNb38AAAAAAADuj1ABAAAAAADYQqgAAAAAAABsIVQAAAAAAAC2ECoAAAAAAABbCBUAAAAAAIAthAoAAAAAAMAWQgUAAAAAAGALoQIAAAAAALCFUAEAAAAAANhCqAAAAAAAAGwhVAAAAAAAALZ4urqASxUVFWn//v2SJA8PD40YMcLFFQEAAAAAgPq43UqFBQsWaMyYMRozZox+//vfu7och6isrNT777+vpKQkhYSEyNfXV71791Z0dLRmzpyp06dPt2g9d911lwzDsH7i4uJadH4AAAAAQNvglisVTNOUYRhKTEx0dTnNtnfvXk2dOlXbtm2r83p+fr7y8/O1fv16vfzyy0pNTVVSUpLT61m0aJEWL17s9HkAAAAAAG2f24UKPXr0qLfdGh0/flyJiYnKy8uTJBmGoZiYGPXv318FBQVauXKlysrKVFBQoOTkZC1fvtypQUpRUZF++tOfOm18AAAAAED74na3P1x77bVW+8yZMy6spPnuv/9+K1AICQnR9u3blZGRob/97W9asmSJjh49aoUI58+f15QpU1RUVOS0en79618rPz9fXl5euueee5w2DwAAAACgfXC7UCEmJkZ+fn6SpHXr1rm4GvuWLVumNWvWSJK8vb31+eefKzIysk6f7t2767PPPlNYWJikmhDlpZdecko9aWlp+vvf/y5JevrppzV48GCnzAMAAAAAaD/cLlTo1KmT7rrrLpmmqeXLl+vgwYOuLsmWN954w2o/8MADioiIqLdfp06d9OKLL1rH8+bNU1VVlUNrKSsr02OPPSZJ6t+/f5vZABMAAAAA4FpuFypI0iuvvKKgoCBVVFTo7rvvVmFhoatLuiolJSVatWqVdfzQQw812v+ee+5R586dJdWsVri4wsFRnn/+eSucefPNN+Xr6+vQ8QEAAAAA7ZNbhgo9evTQ0qVLdd1112nHjh0aPHiw3nrrLZWUlLi6tCbJzMxURUWFpJqVCCNHjmy0v4+Pj0aPHm0dp6WlOayWb775Rq+++qok6Yc//KFuv/12h40NAAAAAGjf3O7pD5KUkpIiSRo5cqSOHTumgoICPfHEE3ryySc1ZMgQ9e/fX126dJGnZ9PKNwyjzu0IzrZnzx6rHRER0aQ6hw8frhUrVlx2fnNUVVXp//2//6cLFy6oa9euVrgAAAAAAIAjuGWoMHfuXBmGIUnWf03TVGVlpbZt26Zt27Zd9ZgtGSrs27fPaoeEhDTpnL59+1rtvXv3OqSOmTNnavv27ZKkl19+uUUf0VlQUKBTp05d1TnZ2dlOqgYAAAAA4AxuGSpcZJpmk167kovBREupvQdEz549m3ROr169rLYjHqV54MABvfDCC5Kk2NjYK+7r4Ghz5syx5gcAAAAAtE1uGSpERUW1eBDgSLX3fujYsWOTzqndr7l7R5imqUcffVTl5eXy9vaus/IDAAAAAABHcctQYcOGDa4uoVnKy8uttre3d5PO8fHxsdplZWXNmv/tt9/W6tWrJUm//e1vFR4e3qzxAAAAAACoj1uGCq1d7Uc2VlZWNumci0+LkJq+uqE+eXl5evrppyVJAwYM0G9/+1vbYzVHSkqKJk+efFXnZGdnKzk52UkVAQAAAAAcjVDBCfz9/a12U1cd1O5X+/yr9ZOf/ETfffedJGnevHl1VkC0pKCgIAUFBblkbgAAAABAy/BwdQFtUbdu3az2yZMnm3ROfn6+1e7atauteT/77DN9+umnkqQHH3xQcXFxtsYBAAAAAKApWKngBAMHDrTaR44cadI5R48etdp290Co/ajNTZs2afTo0Q32PX78uNXeunVrnb5z5szR8OHDbdUAAAAAAGg/Wk2ocPDgQa1cuVIbN27U8ePH9Z///EelpaUKCQnRsmXL6vQ1TVPFxcWSJA8Pj2bdTmDHoEGDrPbOnTtVVVUlT8/Gf9Vbt26t93y7du/e3eS+xcXF2rhxo3V89uzZZs8PAAAAAGj73D5U2LRpk/7whz9o1apVMk3Tev1i+/z585edc+HCBQ0aNEj5+fny8PDQgQMHFBoa2lIlKzo6Wj4+PqqoqNC5c+e0ZcuWRlcNVFRU1HniRUJCQkuUCQAAAABAs7j1ngrTp0/XrbfeqpUrV6q6ulqmaVo/jfH09NSPf/xjmaap6upqzZ8/v4UqruHv76/ExETr+N133220/yeffGKtrAgMDFRMTIyteadPn17nd9TYz/PPP2+dFxsbW+c99mIAAAAAADSF24YKv/vd7/THP/5RVVVVVohw/fXX6wc/+IGefPLJK54/depUq/3FF184rc6GpKSkWO3U1FRlZWXV26+0tFTPPfecdfz4449f8VYJAAAAAADcgVuGChkZGZoxY4Z1PGzYMK1Zs0YHDx7UggULNGvWLEmSYRgNjtGvXz+Fh4fLNE1t3bpVJSUlTq+7tgkTJui2226TJFVWVmrixInauXNnnT6FhYVKTk5Wdna2pJqnPjzzzDP1jpeTkyPDMKyfjIwMp9YPAAAAAMCVuOU/idf+wzopKUmLFy+Wl5fXVY8zYsQI7d27VxcuXNCuXbsa3dfAGT744ANFRUXpxIkTysnJ0U033aTY2FiFhYXp1KlTWrlypUpLSyXV3LKxcOFCBQQEtGiNAAAAAADY5XYrFY4eParNmzfLMAx17dpV77//vq1AQZJuvPFGq71//35HldhkwcHBSktL00033SRJqq6uVnp6uv7+979ryZIlVqDQo0cPffrpp3X2YQAAAAAAwN253UqFzMxMqz158mQFBgbaHqtr165Wu7CwsFl12RUeHq6NGzfqww8/1IIFC5SVlaWTJ08qICBAYWFhmjRpkh5++GF1797dJfUBAAAAAGCX24UK+fn5VjsyMrJZY/n4+FjtsrKyZo3VHN7e3po2bZqmTZtme4zQ0NArPvXiakyfPl3Tp0932HgAAAAAgPbH7W5/OH/+vNW2e9vDRUVFRVb7mmuuadZYAAAAAACgLrcLFYKCgqz20aNHmzXW7t27rXaPHj2aNRYAAAAAAKjL7UKFfv36We1///vftscxTVNfffWVdTx8+PBm1QUAAAAAAOpyu1BhzJgx6tKli0zT1ObNm7VixQpb4yxYsEBHjhyRYRjq27ev+vfv7+BKAQAAAABo39wuVOjQoYPuvfdeSTWrDX70ox9p3759VzXGnj179NOf/tQ6fuyxxxxaIwAAAAAAcMNQQap5MkGnTp1kGIYKCgoUFRWl119/XeXl5Vc89x//+IduvfVWfffdd5Jq9lJ48sknnV0yAAAAAADtjts9UlKSevXqpdTUVGvFQnFxsX7xi1/od7/7neLi4jR48GCrb3FxsV577TVlZWVp2bJlOnHihPXoRS8vLy1cuFCdOnVyyecAAAAAAKAtc8tQQZLuuecevf3220pJSVFlZaUk6dy5c1q2bJmWLVsmqeb2iIKCAv3yl7+0jg3DkCR17NhRqampiomJcc0HAAAAAACgjXPL2x8ueuihh7Rx40aNGjXKWn1w8b+GYVgBQu3XTdNUVFSUMjMzNWXKlJYvGgAAAACAdsJtVypcFBkZqczMTK1fv14ffPCB1q5dq127dqm6urpOv7CwMMXHx+vee+9VYmKii6oFAAAAAKD9cPtQ4aIxY8ZozJgxkqTq6moVFRWpqKhIfn5+6t69uzw9W81HAQAAAACgTWiVf4l7eHioa9eu6tq1q6tLAQAAAACg3XLrPRUAAAAAAID7csuVCjfeeKMkKTQ01HrSgx1333239uzZI8MwlJWV5ajyAAAAAACA3DRU2Lt3rwzDUFVVVbPGOXTokDUWAAAAAABwLG5/AAAAAAAAtrSLUIGVCgAAAAAAOF6bDhWKi4slSX5+fi6uBAAAAACAtqfNhgqnT59WTk6ODMNQ9+7dXV0OAAAAAABtTpsLFSoqKvTNN9/oRz/6kaqrqyVJERERLq4KAAAAAIC2x6VPf/jTn/6kP/3pTw2+f+jQoau6daG6ulrnz5+/7PXk5GRb9QEAAAAAgIa5NFSoqqpSeXl5ve+ZpinTNBt8/0oubs4YGRmpH/7wh7ZrBAAAAAAA9Wtztz9c5Ovrq4cfflhpaWny8vJydTkAAAAAALQ5Ll2pMHHiRPXq1euy15944gkZhqEePXrohRdeaPJ4Xl5e8vf3V2hoqCIjI+Xr6+vIcgEAAAAAQC0uDRVuvvlm3XzzzZe9/sQTT0iSunTposcff7ylywIAAAAAAE3g0lChIUFBQdZKBQAAAAAA4J7cMlTIz893dQkAAAAAAOAK2uxGjQAAAAAAwLkIFQAAAAAAgC2ECgAAAAAAwBa33FPhUmfPntXq1au1efNm5ebmqqioSOXl5TJNs0nnG4ahpUuXOrlKAAAAAADaF7cOFc6cOaPf/e53mj9/vkpLS22NYZqmDMNwcGUAAAAAAMBtQ4Vvv/1WEydOVF5e3lWtSJDU5P4AAAAAAMA+twwVCgsLdeeddyo3N9cKCry9vTVixAj17t1bixYtkmEY8vf31/jx41VUVKRDhw4pOztbUk244OHhoTvvvFPe3t6u/CgAAAAAALRZbhkq/OUvf9GxY8dkGIZM09TPfvYzvfjii7rmmmskSR4eNftL9uzZUx9++KF13tGjRzVr1izNnj1bFy5cUG5urj755BP16dPHJZ8DAAAAAIC2zO2e/nDhwgW99dZb1gqFZ599Vq+99poVKDSmb9++evXVV5WWliZ/f39t3rxZSUlJqqysdHbZAAAAAAC0O24XKmzdulVnz56VJAUFBemFF1646jFuvfVWvfPOOzJNUzt37tT06dMdXCUAAAAAAHC7UCErK8tqf//735eXl1eDfS9cuNDge3fffbeGDRsm0zT1t7/9TdXV1Q6tEwAAAACA9s7tQoUzZ85Y7SFDhtTb5+KeCuXl5Y2ONXHiREk1Gz+uXbvWQRUCAAAAAADJDUOFiooKq92lS5d6+3Tu3FmmadYJIOrTt29fq52Tk+OQ+gAAAAAAQA23CxU6d+5stYuLi+vtExAQIEmqrKxUfn5+g2PVvuXh5MmTDqoQAAAAAABIbhgqhISEWO3jx4/X2yc8PNxqb9y4scGxdu7cabW9vb0dUB0AAAAAALjI7UKFwYMHW+0tW7bU22fEiBFW+9133623T1FRkT788EPruHZYAQAAAAAAms/tQoWwsDD17t1bpmkqMzNTJSUll/WZPHmy1V6yZIn+/Oc/17nV4cSJE5o0aZJOnz4tSfL09FRMTIzziwcAAAAAoB1xu1BBku644w5JNU93+OSTTy57PzIyUt/73vdkmqYk6Q9/+IN69eql+Ph4jRkzRtdff73WrFkjSTIMQ/fdd5+6devWch8AAAAAAIB2wC1DhYsrEUzT1P/8z/9Y4UFtc+bMUY8ePazj06dPa82aNdq0aZMqKyut10NCQvTXv/7V+UUDAAAAANDOuGWoMG7cOO3Zs0d79uzR4sWL69zacFFYWJgyMjI0fPhwK3QwTbNOOzY2VuvWrVNgYGCL1g8AAAAAQHvg6eoC6tOhQwcNHDjwiv0GDRqkTZs2ae3atVq1apVyc3Nlmqb69u2rsWPHavTo0S1QLQAAAAAA7ZNbhgpXwzAMxcTEsBEjAAAAAAAtzC1vfwAAAAAAAO6PUAEAAAAAANji0lBh3Lhx+stf/qJNmzbVuxkjAAAAAABwXy7dU+Grr77SihUrJEn+/v667bbbFB8fr4SEBA0bNsyVpQEAAAAAgCtwi40aTdNUcXGxli9fruXLl0uSrrnmGsXGxio+Pl7x8fGKiIhwcZUAAAAAAKA2l4YKHTp00IULFy573TRNFRUVacmSJVqyZIkkqVu3boqLi7NChvDw8JYuFwAAAAAA1OLSUKGoqEhr165VRkaGMjIytHXrVlVVVV3WzzRNnT59WosWLdKiRYskST179lRcXJwSEhIUHx+vfv36tXT5AAAAAAC0ay4NFTp16qRx48Zp3LhxkqRz587VCRm++eabBlcy5Ofn66OPPtJHH30kSbr22mutVQwJCQnq27dvi34WAAAAAADaG7fYU+GiS0OGkpKSy1YyXBoymKYpSTp+/Ljmz5+v+fPnS5JCQ0OtkCE+Pl59+vRp2Q8DAAAAAEAb51ahwqX8/f01fvx4jR8/XtLVhQyHDx9WTk6OUlNTZRhGvbdVAAAAAAAA+9w6VLjUpSFDcXFxnZBh27ZtVshgGIYVMAAAAAAAAMfzcHUBzdG5c2clJSXppZde0qZNm3TmzBktWLBAQ4YMkWmaMgzD1SUCAAAAANBmtaqVCvUpLS3VunXrlJ6eXmdzRwIFAAAAAACcq9WFCmVlZfr666+tEGHLli119ku49JaHDh06aPjw4S1dJgAAAAAAbZ7bhwrl5eXKzMy0QoTNmzfr/Pnz1vuXhgienp4aMWKEYmNjFRsbq1tuuUWdO3du6bIBAAAAAGjz3C5UqKio0Pr1660QYdOmTaqsrLTevzRE8Pb2VlRUlBUiREdHy8/Pr6XLBgAAAACg3XF5qFBZWakNGzZYIcKGDRsaDRF8fX01evRoK0QYPXq0fH19W7psAAAAAADaPZeGComJiVq/fr0qKiqs1y4NEfz8/BQdHW2FCFFRUfL29m7pUgEAAAAAwCVcGiqkp6df9lrnzp11yy23WCHCiBEj5Onp8gUVAAAAAADgEi7/a90wDJmmqc6dOyslJUU///nP1bNnT1eXBQAAAAAArsDD1QVINcFCSUmJXnrpJfXp00cRERH62c9+po8//linTp1ydXkAAAAAAKAeLl2pMHnyZK1Zs0YnT56s8/ru3bu1e/duzZkzR5IUHh6uuLg465YIVjIAAAAAAOB6Lg0VPvroI0nS3r17lZGRofT0dK1evVoFBQV1+u3du1d79+7V3LlzJUkDBgywQoa4uDj16tWrxWsHimXYqAAAIABJREFUAAAAAKC9c/meClLNSoTw8HD9+Mc/liTt2bPHesTk6tWrL7sFYv/+/dq/f7/eeustSVL//v3rhAx9+vRp8c8AAAAAAEB74xahwqUGDRqkQYMGKSUlRZKUlZWljIwMZWRkaM2aNZeFDNnZ2crOztbf/vY3SVJYWFidkCE4OLjFPwMAAAAAAG2dW4YKlxo8eLAGDx6sn/zkJ5KkXbt2WSHD6tWrVVhYWKf/wYMHdejQIb3zzjuSpOuvv17Z2dktXjcAAAAAAG1ZqwgVLjVkyBANGTJEP/3pTyVJO3futPZkWLNmjc6cOSPTNK3+hw8fdlWpAAAAAAC0Wa0yVLhURESEIiIilJSUpFWrVmn27NnatWuXDMOoEy4AAAAAAADHadWhwuHDh60NHdPT05WXl2e9ZxiGCysDAAAAAKDta1WhwpEjR+qECMePH7feq70i4dIVCp6erepjAgAAAADQKrj1X9vHjh2rEyIcPXrUeu/SEKE2Dw8PDRs2TPHx8YqPj9dtt93WYjUDAAAAANBeuFWokJubWydEyMnJsd67NESovRrBMAwNHTrUChFiYmLUpUuXli4fAAAAAIB2xaWhQl5envVoyPT0dB06dMh6r7EQQap5AkR8fLzi4uIUGxurwMDAFq0dAAAAAID2zqWhQnBwsHXrQmMhgmmaGjRokLUSIS4uTt26dXNJzQAAAAAAoIbb3P5waYgwYMAAxcXFWUFCUFCQiysEAAAAAAC1uTxUuBgkhIWFWQFCfHy8evfu7eLKAAAAAABAY1waKjzwwANWiHDddde5shQAAAAAAHCVXBoqpKamunJ6AAAAAADQDB6uLgAAAAAAALROhAoAAAAAAMAWQoUWUFlZqffff19JSUkKCQmRr6+vevfurejoaM2cOVOnT592+Jx79uzR66+/rilTpujGG2/UNddcIy8vL3Xv3l0jRozQU089pW3btjl8XgAAAABA++Hypz+0dXv37tXUqVMv+wM+Pz9f+fn5Wr9+vV5++WWlpqYqKSmp2fOtWLFCv/jFL5SVlVXv+4WFhSosLNQ333yj119/XZMnT9bcuXPVtWvXZs8NAAAA2LF4W6525X7n6jLQhowd3EsxA3q4uox2gVDBiY4fP67ExETl5eVJkgzDUExMjPr376+CggKtXLlSZWVlKigoUHJyspYvX67ExMRmzfnNN9/UCRQMw1BkZKQGDBigwMBAnTp1SuvWrdOpU6ckSf/617+0e/durV69Wt26dWvW3AAAAIAdmw6f0abDZ1xdBtqQvl39CBVaCKGCE91///1WoBASEqIlS5YoMjLSev/06dO69957tWrVKp0/f15TpkzRwYMHFRAQ0Oy5b7rpJj366KP6wQ9+cFlYUFlZqVdffVW///3vdeHCBWVlZSklJUUfffRRs+cFAAAAALQf7KngJMuWLdOaNWskSd7e3vr888/rBAqS1L17d3322WcKCwuTJJ05c0YvvfRSs+YdMGCAFi9erG3btiklJaXe1Qfe3t569tln9fLLL1uvLVy4UHv37m3W3AAAAEBjvD358wNoa/hWO8kbb7xhtR944AFFRETU269Tp0568cUXreN58+apqqrK9rx33XWXkpOTm9T3ySefVJ8+fazjZcuW2Z4XAAAAuJKbQwJdXQIAByNUcIKSkhKtWrXKOn7ooYca7X/PPfeoc+fOkmpWK1xc4eBsHTp00KhRo6zjnJycFpkXAAAA7dPjMf3Us4uPq8sA4EDsqeAEmZmZqqiokFSzEmHkyJGN9vfx8dHo0aO1YsUKSVJaWpoSEhKcXqdUs5HjRRcuXGiROQEAANA+hXbvpMUpt+iLHXnamXtW1abp6pLQRoX18Hd1Ce0GoYIT7Nmzx2pHRETI0/PKv+bhw4dboULt851t586dVvu6665rsXkBAADQPvUJ6KjHYvq5ugwADkKo4AT79u2z2iEhIU06p2/fvla7pTZMzMzM1IEDB6zj22+/3WFjFxQ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      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "co2 breakthrough time is 1.3654081679391533e8\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "PyObject <matplotlib.legend.Legend object at 0x7efe2350a908>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "kro0_ww = 0.840774\n",
    "sor_ww=0.133829\n",
    "\n",
    "fluids_oil_water = FF.oil_water_fluids(mu_water=mu_water, mu_oil=mu_oil)\n",
    "fluids_solvent = FF.oil_water_fluids(mu_water=mu_water, mu_oil=mu_oil_CO2)\n",
    "# rel_perms_oil_water = FF.oil_water_rel_perms(krw0=0.4, kro0=0.9, \n",
    "#     swc=0.15, sor=0.2, nw=2.0, no = 2.0)\n",
    "# rel_perms_solvent = FF.oil_water_rel_perms(krw0=0.4, kro0=0.9, \n",
    "# swc=0.15, sor=0.05, nw=2.0, no = 2.0)\n",
    "rel_perms_oil_water = FF.oil_water_rel_perms(krw0=krw0_ow, kro0=kro0_ow, \n",
    "        swc=swc_ow, sor=sor_ow, nw=nw_ow, no = no_ow)\n",
    "rel_perms_solvent = FF.oil_water_rel_perms(krw0=krw0_ww, kro0=kro0_ww, \n",
    "        swc=swc_ww, sor=sor_ww, nw=nw_ww, no = no_ww)\n",
    "core_flood = FF.core_flooding(u_inj=u_inj_slow, pv_inject=pv_inj_slow, p_back=p_back, sw_init=0.2, sw_inj=1.0, rel_perms=rel_perms_hs)\n",
    "# core_props = FF.core_properties()\n",
    "K_eq = 3.5\n",
    "sol_res = FF.water_soluble_solvent_flood(core_props, fluids_solvent, fluids_oil_water, \n",
    "    rel_perms_oil_water, rel_perms_solvent, core_flood, K_eq)\n",
    "FF.visualize(sol_res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "Figure(PyObject <Figure size 1062.99x826.772 with 1 Axes>)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "2-element Array{PyCall.PyObject,1}:\n",
       " PyObject <matplotlib.lines.Line2D object at 0x7efe2342e1d0>\n",
       " PyObject <matplotlib.lines.Line2D object at 0x7efe2342e320>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dp = Spline1D(sol_res.dp_pv[:,1], sol_res.dp_pv[:,2], k=1, bc=\"nearest\")\n",
    "R = Spline1D(sol_res.recovery_pv[:,1], sol_res.recovery_pv[:,2])\n",
    "WC = Spline1D(sol_res.water_cut_pv[:,1], sol_res.water_cut_pv[:,2])\n",
    "pv = collect(range(0, 2, length = 100))\n",
    "plot(pv, dp(pv), sol_res.dp_pv[:,1], sol_res.dp_pv[:,2], \"o\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.9914739270570252"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ind_max = findfirst(sol_res.dp_pv[2:end,1].>2)\n",
    "water_cut = sol_res.water_cut_pv[1:ind_max,2]\n",
    "t_inj = sol_res.water_cut_pv[1:ind_max,1] # PV\n",
    "t_end = t_inj[end]\n",
    "pv_bt = 1.3654081679391532 # PV of CO2 breakthrough\n",
    "pv_tot = t_inj[end]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exergy analysis\n",
    "In this section, I perform a very quick and dirty exergy analysis for the paper.\n",
    "work is calculated per unit injected volume; we assume that dissolution of CO2 in water does not change its density (only for the mass balance).\n",
    "\n",
    "Injection: 1 m3/s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "172726.09314817365"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# basis\n",
    "q_inj = 1.0 # PV/time carbonated water injection rate\n",
    "eta_driver=0.9\n",
    "eta_pp=0.4\n",
    "eta_pump = 0.8\n",
    "\n",
    "# input numbers\n",
    "Ex_trans_CO2 = 1000 # [kJ/kg CO2]\n",
    "Ex_capture = 4000 # [kJ/kg CO2]\n",
    "Ex_transport = 1000 # [kJ/kg CO2]\n",
    "Ex_capture_atm = 2.0*Ex_capture # 50% higher than post combustion capture\n",
    "Ex_oil = 10*400+22*100 # [kJ/mol oil] Decane\n",
    "em_pp = 0.044/500\n",
    "MW_oil = 0.012*10+22.0*0.001 # [kg/mol] \n",
    "MW_CO2 = 0.044 # kg/mol\n",
    "ρ_oil = 800 # [kg/m3]\n",
    "\n",
    "# exergy analysis for an injection time of 2.0 PV\n",
    "pv_CO2_bt = 1.3654081679391532 # PV CO2 breakthrough\n",
    "c_CO2_inj = 0.6 # kmol CO2/m3 water\n",
    "c_CO2_oil = K_eq*c_CO2_inj # kmol CO2/m3 oil\n",
    "\n",
    "p_inj = sol_res.dp_pv[1:ind_max,1].+p_back # Pa injection pressure\n",
    "p_head = 1e5 # pressure at the wellhead\n",
    "\n",
    "n_CO2 = q_inj*c_CO2_inj*1000 # mol/s CO2\n",
    "w_comp_real = w_comp.(p_head, p_inj) # J/s/mol CO2\n",
    "w_pump = q_inj*(p_inj.-p_head)./(eta_pump*eta_driver*eta_pp) # J/s\n",
    "\n",
    "oil_flow = q_inj.*(1.0 .- water_cut) # m^3/s oil flow\n",
    "\n",
    "# total_oil = FF.trapz(t_inj, oil_flow) # m^3 oil produced\n",
    "total_oil = sol_res.recovery_pv[ind_max,2]*(1-0.2)\n",
    "\n",
    "init_oil = 1-0.2\n",
    "init_water = 0.2\n",
    "\n",
    "remaining_oil = (1-sol_res.recovery_pv[ind_max,2])*(1-0.2) # fraction of pore volume\n",
    "total_CO2_stored = remaining_oil*K_eq*c_CO2_inj+(1-remaining_oil)*c_CO2_inj # kmol CO2 stored in the reservoir\n",
    "\n",
    "total_oil_CO2 = 10*total_oil*ρ_oil/MW_oil/1000 # kmol CO2 of oil itself\n",
    "CO2_penalty = (Ex_capture+Ex_transport)*MW_CO2*c_CO2_inj*pv_tot*em_pp/MW_CO2/1000 # kmol CO2\n",
    "\n",
    "total_exergy_required = FF.trapz(t_inj, w_pump.+w_comp_real.*c_CO2_inj)/1000+\n",
    "                        (Ex_capture+Ex_transport)*MW_CO2*c_CO2_inj*pv_tot # kJ\n",
    "total_oil_exergy = total_oil*ρ_oil/MW_oil*Ex_oil # kJ\n",
    "\n",
    "# CO2 stored:\n",
    "storage_fraction = (total_CO2_stored-CO2_penalty)/total_oil_CO2\n",
    "\n",
    "total_exergy_required_atm = FF.trapz(t_inj, w_pump.+w_comp_real.*c_CO2_inj)/1000+\n",
    "                        (Ex_capture_atm+Ex_transport)*MW_CO2*c_CO2_inj*pv_tot # kJ"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Postcombustion"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.007537709007312363, 0.022121993282675025)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_exergy_required/total_oil_exergy, (total_CO2_stored-CO2_penalty)/total_oil_CO2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9924622909926877"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1-0.007537709007312363"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.4242320305314949e-5"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(CO2_penalty)/total_oil_CO2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "108625.85056674683"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Ex_capture/MW_CO2*c_CO2_inj*pv_tot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# atm capture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.007546897601057728, 0.02213623560298034)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_exergy_required_atm/total_oil_exergy, (total_CO2_stored)/total_oil_CO2"
   ]
  }
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